The world of computing, from chips to software to systems, is going to change dramatically in coming years as a result of the spread of machine learning. We may still refer to these computers as “Universal Turing Machines,” as we have for eighty years or more. But in practice they will be different from the way they have been built and used up to now. Such a change is of interest both to anyone who cares about what computers do, and to anyone who’s interested in machine learning in all its forms. … The rise of deep learning, starting in 2006, came about not only because of tons of data, and new techniques in machine learning, such as “dropout,” but also because of greater and greater compute power. … Machine learning is now poised to take over the majority of the world’s computing activity, …

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